{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets.dtu import DTUDataset\n",
    "import torch\n",
    "import torchvision.transforms as T\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import numpy as np\n",
    "import time\n",
    "import os\n",
    "\n",
    "torch.backends.cudnn.benchmark = True # this increases inference speed a little"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load pretrained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models.mvsnet import CascadeMVSNet\n",
    "from utils import load_ckpt\n",
    "from inplace_abn import ABN\n",
    "model = CascadeMVSNet(n_depths=[8,32,48],\n",
    "                      interval_ratios=[1.0,2.0,4.0],\n",
    "                      num_groups=1,\n",
    "                      norm_act=ABN).cuda()\n",
    "load_ckpt(model, 'ckpts/exp2/_ckpt_epoch_10.ckpt')\n",
    "model.eval();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = DTUDataset('/home/ubuntu/data/DTU/mvs_training/dtu/', 'test', n_views=5, depth_interval=2.65,\n",
    "                     img_wh=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decode_batch(batch):\n",
    "    imgs = batch['imgs']\n",
    "    proj_mats = batch['proj_mats']\n",
    "    depths = batch['depths']\n",
    "    masks = batch['masks']\n",
    "    init_depth_min = batch['init_depth_min'].item()\n",
    "    depth_interval = batch['depth_interval'].item()\n",
    "    return imgs, proj_mats, depths, masks, init_depth_min, depth_interval\n",
    "\n",
    "imgs, proj_mats, depths, masks, init_depth_min, depth_interval = decode_batch(dataset[80])\n",
    "unpreprocess = T.Normalize(mean=[-0.485/0.229, -0.456/0.224, -0.406/0.225], \n",
    "                           std=[1/0.229, 1/0.224, 1/0.225])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize an example depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa54c629850>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils import *\n",
    "plt.imshow(unpreprocess(imgs[0]).permute(1,2,0))\n",
    "plt.imshow(visualize_depth(depths['level_0']*masks['level_0']).permute(1,2,0), alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Do inference on this sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inference time 0.7556626796722412\n"
     ]
    }
   ],
   "source": [
    "t = time.time()\n",
    "with torch.no_grad():\n",
    "    results = model(imgs.unsqueeze(0).cuda(), proj_mats.unsqueeze(0).cuda(), init_depth_min, depth_interval)\n",
    "    torch.cuda.synchronize()\n",
    "print('inference time', time.time()-t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa54c316d90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(unpreprocess(imgs[0]).permute(1,2,0))\n",
    "plt.imshow(visualize_depth(results['depth_0'][0]).permute(1,2,0), alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa54c28e650>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(results['confidence_2'][0].cpu().numpy()>0.999)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reference: show pixels whose absolute depth error is less than 2mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "acc_2mm : 0.9498143792152405\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "err2 = torch.abs(depths['level_0']-results['depth_0'].cpu())[0]<2\n",
    "plt.imshow(err2);\n",
    "print('acc_2mm :', ((err2.float()*masks['level_0']).sum()/masks['level_0'].sum()).item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
